Diffusion tensor estimation with transformer neural networks

作者：

Highlights：

• We propose a new deep learning based method for Diffusion Tensor Imaging estimation.

• Our method is based on transformers, which are ideal for modeling signals sequences.

• Our method outperforms standard estimation methods and recent deep learning methods.

摘要

•We propose a new deep learning based method for Diffusion Tensor Imaging estimation.•Our method is based on transformers, which are ideal for modeling signals sequences.•Our method outperforms standard estimation methods and recent deep learning methods.

论文关键词：Diffusion MRI,Diffusion tensor imaging,Deep learning,Transformer networks

论文评审过程：Received 5 December 2021, Revised 23 March 2022, Accepted 29 May 2022, Available online 6 June 2022, Version of Record 7 June 2022.

论文官网地址：https://doi.org/10.1016/j.artmed.2022.102330